2021.AI vs Collibra AI Governance

2021.AI builds the GRACE platform for enterprise AI operations, combining GenAI, MLOps, and Governance modules. The Governance module includes an AI registry, risk assessment workflows, role-based access, and reporting aligned with the EU AI Act and ISO/IEC 42001. Founded in Copenhagen in 2016, 2021.AI serves customers across finance, healthcare, public sector, shipping, legal, and retail.

Collibra AI Governance is a platform that centralizes management of AI use cases, models, and agents with full visibility, trusted data, automated documentation, and built-in compliance features. It supports teams in scaling AI responsibly by providing end-to-end lineage from source data through model training, inference, deployment, and usage across platforms like AWS, Azure, Google, Databricks, SAP, and MLflow. The solution facilitates risk assessment using templates for EU AI Act and NIST AI RMF, policy enforcement, model registries, and ongoing monitoring to ensure audit-readiness and regulatory adherence, particularly for regulated industries such as financial services and healthcare. Distinct from narrower tools, it integrates data governance with AI oversight in a unified system of record, enabling cross-team collaboration between AI, data, and risk functions while recommending governed data products to reduce risks from poor data quality or bias.